junidude14 commited on
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017e362
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Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/zs_raw_s13/rule_A/group.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,group,metric,mean_delta,median_delta,signed_fraction_positive,signed_cliffs_vs_zero,wilcoxon_p,n,statistic,module,is_primary,sd_delta,sem_delta,iqr_delta,min_delta,max_delta,ci95_lo,ci95_hi
2
+ zs_raw_s13,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.10519026393891284,0.16300247196399198,0.7777777777777778,0.5555555555555556,0.30078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.23723534389446382,0.07907844796482127,0.1482324942713628,-0.3344602493890193,0.37983575683467935,-0.07716496407349246,0.2875454919513182
3
+ zs_raw_s13,BD,ifng_response_log2fc_high_vs_other,-0.9677242483493623,-0.8847103153001608,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.290949909482999,0.09698330316099966,0.23184000499260538,-1.6306973990537643,-0.6558924548457897,-1.1913681464843868,-0.7440803502143378
4
+ zs_raw_s13,BD,ifng_response_c1q_high_minus_other,0.06085524467748418,0.0654927215563122,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.022511822380873563,0.007503940793624521,0.03098746353117693,0.026593065616389244,0.09230560269824056,0.04355112617705881,0.07815936317790956
5
+ zs_raw_s13,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.2335682169945147,-0.26981280054744733,0.1111111111111111,-0.7777777777777778,0.0078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.14558248726370435,0.04852749575456811,0.19329746854760668,-0.45191912940532575,0.029011585282643085,-0.34547282287565134,-0.12166361111337802
6
+ zs_raw_s13,BD,proinflammatory_log2fc_high_vs_other,-1.0820054269360442,-1.0899737310095687,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.15336966131052876,0.05112322043684292,0.19953295953048067,-1.295387210102764,-0.8259063771301124,-1.199895784668358,-0.9641150692037302
7
+ zs_raw_s13,BD,proinflammatory_c1q_high_minus_other,-0.0307260164628174,-0.028155469152198465,0.0,-1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.007311073269721894,0.0024370244232406312,0.009677894582367952,-0.043315375430380165,-0.021557623061830455,-0.03634580486040384,-0.025106228065230957
8
+ zs_raw_s13,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.12661721428923306,0.10207115060214782,0.7777777777777778,0.5555555555555556,0.0390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.1421846751376625,0.04739489171255417,0.20402233599707603,-0.07511329118119697,0.32235368601281955,0.017324398012529496,0.23591003056593662
9
+ zs_raw_s13,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.7469555157361256,-0.7715599854471356,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.16265641559793775,0.05421880519931258,0.2267941359522555,-0.9603196659576819,-0.4598280530051235,-0.8719843047315696,-0.6219267267406816
10
+ zs_raw_s13,BD,phagocytosis_antigen_c1q_high_minus_other,0.10979791198758022,0.11281511366866415,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.02506475279180707,0.008354917597269024,0.026858351033835715,0.06382524902336628,0.1530400247560636,0.0905314374589878,0.12906438651617264
11
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.4729434659904532,1.6533768100236192,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.3607464174726601,0.12024880582422004,0.47993877031991805,0.8806554332504846,1.7847092666998816,1.195649222506439,1.7502377094744674
12
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.642900194340526,0.8227031848661969,0.8888888888888888,0.7777777777777778,0.0078125,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.4182223925987345,0.13940746419957817,0.6823361241385972,-0.08237988303861954,1.0833933689896256,0.32142600541797206,0.96437438326308
13
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.7632363015469753,0.7656576692425652,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.08306929713656763,0.027689765712189212,0.094454036025716,0.6144848680603199,0.8931186866827493,0.6993835873118325,0.8270890157821181
14
+ zs_raw_s13,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.11186269677270366,0.1413427732760263,0.8,0.6,0.10546875,10,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.24166684027942437,0.07642176502191035,0.15430403236439028,-0.4024052201459375,0.5377612766560578,-0.061015346365292156,0.2847407399106995
15
+ zs_raw_s13,HC,ifng_response_log2fc_high_vs_other,-0.8891486686176112,-0.8106275741000999,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.42709925296579876,0.13506064263283488,0.23297875424001135,-1.7405520254436089,-0.4163339150273861,-1.1946770687616073,-0.5836202684736151
16
+ zs_raw_s13,HC,ifng_response_c1q_high_minus_other,0.06631064653312094,0.06968249329269957,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.02891193137400911,0.009142755469635028,0.045152498919611275,0.021597416297051975,0.10850860209700497,0.04562829675977359,0.08699299630646828
17
+ zs_raw_s13,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.25325165413968564,-0.21630759391587717,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.12295919409815559,0.0388831112608905,0.15910093066432543,-0.4718583517742136,-0.10998676065569218,-0.34121136279038866,-0.16529194548898266
18
+ zs_raw_s13,HC,proinflammatory_log2fc_high_vs_other,-1.048862578660911,-1.0209999549337219,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.250586534223766,0.07924241991148341,0.23441421864547463,-1.5948099853840718,-0.6484513690228095,-1.2281213864611362,-0.8696037708606856
19
+ zs_raw_s13,HC,proinflammatory_c1q_high_minus_other,-0.03308816706575822,-0.03624145954076308,0.0,-1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.013586034369158303,0.00429628129758691,0.013841787307691422,-0.051685431667804704,-0.009267265026805915,-0.042807030576490414,-0.023369303555026026
20
+ zs_raw_s13,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.0645566089817994,0.08332611217925787,0.8,0.6,0.232421875,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.16104933798636148,0.05092827236991777,0.07509949651570691,-0.23155621448019786,0.3793967178393093,-0.050651147148747994,0.17976436511234678
21
+ zs_raw_s13,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.734918478498057,-0.7126266301008445,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.1992274426518669,0.06300124911904756,0.21156153450995596,-1.0666333915356605,-0.42719429345699383,-0.8774372054579446,-0.5923997515381695
22
+ zs_raw_s13,HC,phagocytosis_antigen_c1q_high_minus_other,0.0821471041166985,0.0884403026395934,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.027218671020144813,0.008607299530647641,0.043055919865559567,0.0420366818778547,0.12449260917232174,0.06267603983109431,0.10161816840230269
23
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.0384686030209267,1.0004022158413353,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.41676547935177666,0.13179281648834892,0.5064920121299641,0.22755662475714952,1.6523027354988524,0.7403325391964588,1.3366046668453946
24
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.39752222034163565,0.4219140855388522,0.9,0.8,0.048828125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.5775249302961247,0.18262941852657355,0.6457158212125148,-0.9163750714038746,1.0512678532753368,-0.015614226915923901,0.8106586675991951
25
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6191243355674426,0.5969445374203749,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.09687444973760496,0.03063439082463327,0.16053394555082923,0.5016801996946074,0.762868193108502,0.5498245289355389,0.6884241421993463
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/zs_raw_s13/rule_A/sample.csv ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,sample_id,group,source,n_monocytes,n_c1q_high,c1q_high_fraction,ifng_response_mean_c1q_high,ifng_response_mean_other,ifng_response_c1q_high_minus_other,proinflammatory_mean_c1q_high,proinflammatory_mean_other,proinflammatory_c1q_high_minus_other,phagocytosis_antigen_mean_c1q_high,phagocytosis_antigen_mean_other,phagocytosis_antigen_c1q_high_minus_other,ifng_response_log2fc_bgcorr_high_vs_other,proinflammatory_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,ifng_response_log2fc_high_vs_other,proinflammatory_log2fc_high_vs_other,phagocytosis_antigen_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_mean_c1q_high,phagocytosis_antigen_mhcii_fcgr_mean_other,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,background_log2fc_all_genes
2
+ zs_raw_s13,BDU1,BD,generated,1331,25,0.018782870022539443,0.3537329044063119,0.30966815989220076,0.04406474451411113,0.2557727659853122,0.29908814141569234,-0.043315375430380165,0.7043842581961569,0.5915691445274928,0.11281511366866415,0.24635062395287552,-0.26981280054744733,0.044267506174554605,1.7130560216233202,-1.0342222643153967,-1.2081026715454206,-0.9603196659576819,0.6398332611678268,1.8237499330863942,0.9954056184225437,0.8283443146638505,-0.768799506962133
3
+ zs_raw_s13,BDU2,BD,generated,987,21,0.02127659574468085,0.3293638108171038,0.2944637738447798,0.03490003697232402,0.2500634064749916,0.2761633957633262,-0.026099989288334624,0.7158296867664822,0.5891871989606724,0.12664248780580978,-0.23513683269684113,-0.2196013223012825,0.32235368601281955,1.2708669418606355,-1.6306973990537643,-1.295387210102764,-0.736147027867401,0.22396444204196375,1.7392256195744098,0.9735679503318446,0.7656576692425652,-0.8056237781410535
4
+ zs_raw_s13,BDU3,BD,generated,1618,29,0.01792336217552534,0.42758748771219535,0.36209476615588315,0.0654927215563122,0.2954738358164612,0.31703145887829165,-0.021557623061830455,0.696180168476053,0.5990254686941703,0.09715469978188274,0.14544742595631494,-0.09637380428604096,-0.028912354666950968,0.9272537391137844,-0.8023822593227913,-0.9116340794682479,-0.8121320061546712,0.23389189998633358,1.7023377250371097,1.009998249399461,0.6923394756376486,-0.6277622343979401
5
+ zs_raw_s13,BDV1,BD,generated,1885,37,0.019628647214854113,0.40112561446011824,0.3145843134520074,0.08654130100811086,0.2644308320471863,0.2887787918650133,-0.024347959817827003,0.6487229344280053,0.5339898890843715,0.11473304534363382,0.20025463057555076,-0.45191912940532575,-0.07511329118119697,1.7847092666998816,-0.7389729164073425,-1.2206582289287247,-0.8704380221365557,1.0442656421150305,1.6624533911880806,0.8274250235542011,0.8350283676338794,-0.611582659450093
6
+ zs_raw_s13,BDV2,BD,generated,1907,53,0.02779234399580493,0.35314724265280417,0.3265541770364149,0.026593065616389244,0.2592493910022736,0.28893385930261856,-0.029684468300344935,0.7019964148568847,0.5779833640411662,0.12401305081571845,-0.3344602493890193,-0.3324889043846035,0.039837582252410554,1.510093931133912,-1.153094627225125,-1.00856971201494,-0.6436438861843002,0.9042018088114461,1.7800398280535785,1.007976014136607,0.7720638139169715,-0.5501501752711672
7
+ zs_raw_s13,BDV3,BD,generated,1328,32,0.024096385542168676,0.373883154449993,0.31762165193079506,0.056261502519197926,0.25197427778690223,0.2917259138200583,-0.03975163603315607,0.6808250984289406,0.6169998494055743,0.06382524902336628,0.2833004185711508,-0.13492831357506577,0.10207115060214782,0.8806554332504846,-0.8847103153001608,-1.0282602333953796,-0.8962484630030396,-0.08237988303861954,1.6196219513583718,1.005137083298052,0.6144848680603199,-0.7321658548151927
8
+ zs_raw_s13,BDV4,BD,generated,1150,32,0.02782608695652174,0.38877595242623897,0.3137237443809509,0.07505220804528806,0.2564575910496639,0.28430133426024623,-0.027843743210582306,0.7034040781545625,0.6119085390224156,0.09149553913214692,0.37983575683467935,0.029011585282643085,0.21764626965881084,1.7508057121805536,-0.8448731188966285,-0.8259063771301124,-0.7715599854471356,0.8227031848661969,1.7636059820485035,1.0294067426018447,0.7341992394466588,-0.7182890344297099
9
+ zs_raw_s13,BDV5,BD,generated,2200,28,0.012727272727272728,0.4020727076362588,0.30976710493801823,0.09230560269824056,0.2812713881122701,0.30942685726446856,-0.028155469152198465,0.6756787500244646,0.522638725268401,0.1530400247560636,0.09811812968151269,-0.2977754816108371,0.24385991824948658,1.7656733380278897,-0.9646728797772631,-1.1495565988292398,-0.5722825318692208,0.9162280241249309,1.6711257307299319,0.7780070440471826,0.8931186866827493,-0.6487179157190677
10
+ zs_raw_s13,BDV6,BD,generated,2219,46,0.020730058584948176,0.44819992428378536,0.38171390511640174,0.06648601916738361,0.3067176386230534,0.342495522493756,-0.035777883870702576,0.737875633458399,0.6334136358974627,0.10446199756093633,0.16300247196399198,-0.32822578212267245,0.27354446150101547,1.6533768100236192,-0.6558924548457897,-1.0899737310095687,-0.4598280530051235,1.0833933689896256,1.81994683907625,1.0860565604381156,0.7338902786381345,-0.5905174808914835
11
+ zs_raw_s13,HC1,HC,generated,1530,40,0.026143790849673203,0.4119746461828074,0.37879283754983245,0.03318180863297493,0.2846619032208849,0.33331080259574986,-0.04864889937486494,0.7336770419161445,0.679460640297821,0.05421640161832342,0.03039332920623165,-0.4718583517742136,-0.23155621448019786,0.6842465702430839,-0.6310404167605262,-1.036488709896008,-0.8079542474619203,0.2757340413591405,1.7900345479267332,1.2601088073652504,0.5299257405614828,-0.4949831726884222
12
+ zs_raw_s13,HC10,HC,generated,1139,26,0.0228270412642669,0.5007948441129272,0.415343144378841,0.08545169973408617,0.3104700765927589,0.34561541658598033,-0.03514533999322145,0.765806549558241,0.7142954453661328,0.05151110419210825,0.1334713051190291,-0.2222865571738223,0.026823959775330808,1.3531325674422954,-0.8304492664210466,-1.098167568082675,-0.7704013123456203,0.7216021873403472,1.8920781225819505,1.28200886054836,0.6100692620335906,-0.6858582869384227
13
+ zs_raw_s13,HC2,HC,generated,1120,20,0.017857142857142856,0.47339219100638613,0.36488358890938116,0.10850860209700497,0.2931613363480491,0.33326230358268805,-0.04010096723463896,0.7900500156398139,0.6655574064674922,0.12449260917232174,0.5377612766560578,-0.16297605164376275,0.3793967178393093,1.6523027354988524,-0.7908058817791533,-1.1551608400144635,-0.6132945956628358,0.874279330513832,1.9188965935844133,1.171451591802329,0.7474450017820844,-0.7932290776478611
14
+ zs_raw_s13,HC3,HC,generated,779,23,0.029525032092426188,0.3893923217998546,0.36779490550280264,0.021597416297051975,0.2567425717488222,0.3084280034166269,-0.051685431667804704,0.7247442085074967,0.682707526629642,0.0420366818778547,-0.4024052201459375,-0.36436027728376386,-0.10395653145247334,0.8746103465551747,-1.5498912666537559,-1.2116186511908815,-0.9987970659432612,0.06570855511438907,1.772342745311227,1.2706625456166196,0.5016801996946074,-0.7450942200926276
15
+ zs_raw_s13,HC4,HC,generated,1561,56,0.03587443946188341,0.4778554920563503,0.39121118929491006,0.08664430276144025,0.28672505210596394,0.32406263119426865,-0.037337579088304707,0.7655785457926311,0.6871443575808,0.07843418821183112,0.14921424143302345,-0.10998676065569218,0.08997823049955599,1.3834195220513066,-0.4163339150273861,-0.6484513690228095,-0.42719429345699383,1.0512678532753368,1.9445611769681947,1.2284785001042966,0.7160826768638981,-0.4384156281082829
16
+ zs_raw_s13,HC5,HC,generated,898,32,0.035634743875278395,0.540856551187676,0.4462223016045767,0.09463424958309924,0.3123285938197886,0.33966736532412006,-0.02733877150433145,0.8206452856959655,0.7195683933377988,0.10107689235816675,0.21462474723023847,-0.20848085436368174,0.1072012185115227,1.3622142539281556,-0.5410847077803259,-0.8697813344687826,-0.5541334036770014,0.9307016389413941,2.1072736695594987,1.3444054764509967,0.762868193108502,-0.5331649654789445
17
+ zs_raw_s13,HC6,HC,generated,367,12,0.0326975476839237,0.3821905406406731,0.34666493429076845,0.03552560634990465,0.27977859515436126,0.3055943870404461,-0.02581579188608485,0.7604062844119907,0.6583439271600484,0.10206235725194224,-0.06364511361526534,-0.4151265603352333,0.17603748057295535,0.22755662475714952,-1.7405520254436089,-1.5948099853840718,-1.0666333915356605,-0.9163750714038746,1.6982823123374493,1.1853898103378409,0.5128925019996085,-0.9602202974946423
18
+ zs_raw_s13,HC7,HC,generated,968,28,0.028925619834710745,0.4279181649168052,0.3697203716265573,0.05819779329024788,0.28070509746945477,0.32055549215888957,-0.0398503946894348,0.7504296583086317,0.6816535672214453,0.06877609108718641,0.08824010902022879,-0.24073190010098022,0.09211672227364158,1.0838983043164745,-0.8648846684430717,-1.0055111999714357,-0.6548519478560687,0.5680941297185639,1.8309506397372617,1.2595531429735507,0.571397496763711,-0.628067582239297
19
+ zs_raw_s13,HC8,HC,generated,1115,41,0.036771300448430494,0.44758702628193886,0.3815989814257536,0.06598804485618526,0.2865327596921023,0.3022239898841927,-0.0156912301920904,0.7655287954186727,0.667082378351317,0.09844641706735568,0.15276198440576935,-0.21032863065793203,0.07667399385895976,0.8463989780505772,-0.6547955037007898,-0.8786785424830924,-0.6223994758893033,0.2255258608199487,1.9088033220100071,1.253740851950225,0.655062470059782,-0.5315722097020688
20
+ zs_raw_s13,HC9,HC,generated,551,24,0.043557168784029036,0.39439171792215627,0.3210147761929424,0.07337694172921388,0.2827175858620555,0.2919848508888614,-0.009267265026805915,0.7247685205646605,0.6243502222347658,0.10041829832989468,0.2782103084176609,-0.12638059740777394,0.032850512419389605,0.9169061273661958,-0.8716490341664475,-0.9899575860948898,-0.8335250511519048,0.17868367773727845,1.6679772156245043,1.084157402817345,0.5838198128071592,-0.6489448828866254
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/zs_raw_s13/rule_B/group.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,group,metric,mean_delta,median_delta,signed_fraction_positive,signed_cliffs_vs_zero,wilcoxon_p,n,statistic,module,is_primary,sd_delta,sem_delta,iqr_delta,min_delta,max_delta,ci95_lo,ci95_hi
2
+ zs_raw_s13,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.4230085829212529,0.4385757024277358,0.8571428571428571,0.7142857142857143,0.03125,7,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.3177633722087275,0.12010326551850661,0.3641879814596259,-0.10473338536621005,0.8565988810877935,0.1291264791628069,0.7168906866796989
3
+ zs_raw_s13,BD,ifng_response_log2fc_high_vs_other,-3.367781695140324,-3.208929311882977,0.0,-1.0,0.015625,7,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.7622876173034064,0.2881176375555415,0.5975666035376488,-4.966262730202022,-2.7581088238240126,-4.072780156998872,-2.6627832332817754
4
+ zs_raw_s13,BD,ifng_response_c1q_high_minus_other,0.11821570044025893,0.10299932787285748,0.8571428571428571,0.7142857142857143,0.046875,7,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.1110015682288403,0.041954649238811405,0.10582046349381152,-0.07513930630360013,0.27304974194474985,0.015556372007180616,0.22087502887333726
5
+ zs_raw_s13,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.07490667348023008,-0.03529028377741096,0.42857142857142855,-0.14285714285714285,0.46875,7,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.24347731628073568,0.0920257755377492,0.46382516585960487,-0.34185651787503724,0.18254198009345238,-0.3000856342543563,0.15027228729389616
6
+ zs_raw_s13,BD,proinflammatory_log2fc_high_vs_other,-2.6529570661004156,-2.5875809085088752,0.0,-1.0,0.015625,7,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.5461195301045677,0.20641378039601974,0.49893267859345825,-3.7604247192521374,-2.198143941316576,-3.1580333915910734,-2.1478807406097578
7
+ zs_raw_s13,BD,proinflammatory_c1q_high_minus_other,-0.03298527915549013,-0.01718326923816149,0.42857142857142855,-0.14285714285714285,0.375,7,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.06933115230204313,0.0262047124429642,0.08072908621178185,-0.1644477237284708,0.030086367768410394,-0.09710590058802554,0.031135342277045286
8
+ zs_raw_s13,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.6191139607072186,0.6472060768742337,1.0,1.0,0.015625,7,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.07234464804725788,0.02734370677421984,0.07333275219239388,0.5029607302144529,0.7268668086420752,0.5522063205471468,0.6860216008672904
9
+ zs_raw_s13,BD,phagocytosis_antigen_log2fc_high_vs_other,-2.5910016840970433,-2.4243467243052303,0.0,-1.0,0.015625,7,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.679137885349667,0.25668999293678785,0.22437161499332214,-4.101588335031642,-2.1392093612750136,-3.2190994698843904,-1.9629038983096962
10
+ zs_raw_s13,BD,phagocytosis_antigen_c1q_high_minus_other,0.1751268157128853,0.21113636773828948,1.0,1.0,0.015625,7,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.07563892496049511,0.028588826411678016,0.06498400309721536,0.026916302247473434,0.23393968677474664,0.10517247755582376,0.24508115386994683
11
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,3.455237488131393,3.741754065802124,1.0,1.0,0.015625,7,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,1.164710398444852,0.4402191519565755,1.0579215568834868,1.160311804687835,4.55809564277033,2.378060028107856,4.53241494815493
12
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-0.21405398611629625,0.6780060763746797,0.7142857142857143,0.42857142857142855,0.9375,7,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,1.8385084928484867,0.6948908936224668,2.0612849303687835,-3.181201970399327,1.2324329651453836,-1.9143907489738354,1.486282776741243
13
+ zs_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,1.2893767199207378,1.425460505305153,1.0,1.0,0.015625,7,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.3807398508368216,0.14390613707515104,0.5393895797269213,0.7880337588740762,1.7927809158492938,0.9372510876590567,1.6415023521824188
14
+ zs_raw_s13,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.043262846702618665,-0.035621460556949515,0.4444444444444444,-0.1111111111111111,0.91015625,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.4328179145962015,0.14427263819873384,0.5782399514921138,-0.7591843555992723,0.6047506723694025,-0.2894304535804761,0.3759561469857134
15
+ zs_raw_s13,HC,ifng_response_log2fc_high_vs_other,-3.8212511268505143,-4.254737183941061,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,1.0225264583300828,0.3408421527766943,1.007027771891265,-4.81727365316758,-1.6083607257774293,-4.607234540605461,-3.035267713095567
16
+ zs_raw_s13,HC,ifng_response_c1q_high_minus_other,0.05200388817749677,0.05961602210684386,0.6666666666666666,0.3333333333333333,0.1640625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.09759918908107909,0.03253306302702636,0.0979844948966544,-0.12178365751414377,0.17605139803588593,-0.023017489693683772,0.1270252660486773
17
+ zs_raw_s13,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.25778304088753196,-0.2429784858713751,0.1111111111111111,-0.7777777777777778,0.01171875,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.23390617469055236,0.07796872489685079,0.38184457217443796,-0.597404732712658,0.07070166843783278,-0.4375792429162659,-0.07798683885879804
18
+ zs_raw_s13,HC,proinflammatory_log2fc_high_vs_other,-2.8435100837228813,-2.9460033297900576,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.5379427395939418,0.17931424653131392,0.5642105456005626,-3.4528810335623725,-1.7130569399509183,-3.25700947772511,-2.4300106897206524
19
+ zs_raw_s13,HC,proinflammatory_c1q_high_minus_other,-0.040480777853821294,-0.05867320244428653,0.2222222222222222,-0.5555555555555556,0.12890625,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.06606774769381182,0.022022582564603942,0.06192230775823049,-0.1594822459994436,0.07076729834688145,-0.09126494431567314,0.01030338860803056
20
+ zs_raw_s13,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.271699585861783,0.3023094275960447,0.8888888888888888,0.7777777777777778,0.02734375,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.2747046524415171,0.0915682174805057,0.2908147844834405,-0.23202119022209586,0.7086411257032333,0.06054289769846247,0.48285627402510356
21
+ zs_raw_s13,HC,phagocytosis_antigen_log2fc_high_vs_other,-2.9554386783561255,-3.290794506629638,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.880887018747035,0.29362900624901167,1.4345253138550356,-3.8356305331669285,-1.2746716291345639,-3.6325483809822363,-2.2783289757300147
22
+ zs_raw_s13,HC,phagocytosis_antigen_c1q_high_minus_other,0.07775889345838166,0.1184491828755605,0.7777777777777778,0.5555555555555556,0.09765625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.1144641518758366,0.038154717291945535,0.08784809516591008,-0.12613109886043306,0.2249570897812606,-0.010226042394390636,0.16574382931115395
23
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.579951797427982,1.4733331578726097,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.6925331173273157,0.23084437244243858,1.0868566652036225,0.4342919741750428,2.4209791687815,1.047623719987108,2.112279874868856
24
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-2.0380414743521014,-2.3965392058753223,0.2222222222222222,-0.5555555555555556,0.02734375,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,1.6973730658443984,0.5657910219481328,2.98597724407785,-4.138807427025913,0.41491527502933384,-3.3427579106258865,-0.7333250380783163
25
+ zs_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6814313892128802,0.6723451764490911,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.28434218845719955,0.09478072948573318,0.22015152082303446,0.279282964368776,1.163778971729216,0.46286663508111203,0.8999961433446483
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/zs_raw_s13/rule_B/sample.csv ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,sample_id,group,source,n_monocytes,n_c1q_high,c1q_high_fraction,ifng_response_mean_c1q_high,ifng_response_mean_other,ifng_response_c1q_high_minus_other,proinflammatory_mean_c1q_high,proinflammatory_mean_other,proinflammatory_c1q_high_minus_other,phagocytosis_antigen_mean_c1q_high,phagocytosis_antigen_mean_other,phagocytosis_antigen_c1q_high_minus_other,ifng_response_log2fc_bgcorr_high_vs_other,proinflammatory_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,ifng_response_log2fc_high_vs_other,proinflammatory_log2fc_high_vs_other,phagocytosis_antigen_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_mean_c1q_high,phagocytosis_antigen_mhcii_fcgr_mean_other,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,background_log2fc_all_genes
2
+ zs_raw_s13,BDU1,BD,generated,1331,1,0.0007513148009015778,0.2354129692303409,0.31055227553394105,-0.07513930630360013,0.13395038262934697,0.29839810635781777,-0.1644477237284708,0.6205842157753186,0.5936679135278452,0.026916302247473434,-0.10473338536621005,-0.33665145612900793,0.575062397671039,2.828940878592049,-4.966262730202022,-3.7604247192521374,-4.101588335031642,-3.181201970399327,1.7984059994662085,1.0103722405921323,0.7880337588740762,-2.471823815714416
3
+ zs_raw_s13,BDU2,BD,generated,987,0,0.0,,0.29520632782291434,,,0.27560807684229777,,,0.5918817199778172,,,,,,,,,,,0.9898585390391335,,
4
+ zs_raw_s13,BDU3,BD,generated,1618,2,0.0012360939431396785,0.5608004726585063,0.3630241458044771,0.19777632685402918,0.29948304468937814,0.31666631392753963,-0.01718326923816149,0.8116421909183671,0.6005058231800776,0.21113636773828948,0.4385757024277358,-0.34185651787503724,0.5029607302144529,4.3527699917091045,-3.208929311882977,-2.8305476794377147,-2.4243467243052303,1.0988331764502648,2.812972170787564,1.0201912549382701,1.7927809158492938,-1.8666747872229554
5
+ zs_raw_s13,BDV1,BD,generated,1885,3,0.0015915119363395225,0.4873545121929492,0.3160103057692642,0.17134420642368497,0.31371596219507375,0.2882603614589295,0.025455600736144224,0.7557881048638745,0.5358919762418508,0.21989612862202368,0.6729709689041388,0.1389810345432709,0.7268668086420752,4.55809564277033,-2.840940912485425,-2.198143941316576,-2.215529688104202,1.2324329651453836,2.2670073686930614,0.8415468633879083,1.425460505305153,-1.7910415256113092
6
+ zs_raw_s13,BDV2,BD,generated,1907,3,0.0015731515469323545,0.4001050999849535,0.32717853612718334,0.07292656385777019,0.2219454910003522,0.28821310735145705,-0.06626761635110484,0.7736309056169836,0.5811271398124404,0.1925037658045432,0.27194836227099134,-0.2920446561319044,0.5799869047464513,4.068402017004114,-3.4128205902434403,-2.680659945968403,-2.457280517790495,0.8486442669511132,2.4902560863542296,1.0271317609438269,1.4631243254104027,-1.8950665086106906
7
+ zs_raw_s13,BDV3,BD,generated,1328,2,0.0015060240963855422,0.5916158732405485,0.3185661312957987,0.27304974194474985,0.32080910004584984,0.29072273227743944,0.030086367768410394,0.8521251751827292,0.6181854884079826,0.23393968677474664,0.8565988810877935,0.18254198009345238,0.6543440494656806,1.160311804687835,-2.882077984013555,-2.308990673715708,-2.5030247812365363,-2.5383460655294683,1.8567850379824553,1.018681743832412,0.8381032941500433,-1.9199682362849977
8
+ zs_raw_s13,BDV4,BD,generated,1150,0,0.0,,0.3158121536482981,,,0.2835265518404735,,,0.6144545018504406,,,,,,,,,,,1.0498366344820995,,
9
+ zs_raw_s13,BDV5,BD,generated,2200,3,0.0013636363636363637,0.413800777761754,0.3108014498888965,0.10299932787285748,0.32464456688620486,0.3090472458556717,0.015597321030533129,0.6438835152405912,0.5244236075275059,0.11945990771308523,0.5765264537052125,0.15997318491502652,0.6472060768742337,3.4763880163541963,-2.7581088238240126,-2.2043515945034926,-2.1392093612750136,0.3632536481932796,1.9200181721783673,0.7878301163470112,1.1321880558313562,-1.7368521404185668
10
+ zs_raw_s13,BDV6,BD,generated,2219,2,0.0009013068949977468,0.46756899838100524,0.3830159559486843,0.08455304243232092,0.2876650051823679,0.34180263948814943,-0.0541376343057815,0.8574145681437051,0.6353790170536696,0.22203555109003548,0.24917309741910826,-0.03529028377741096,0.6473707573365974,3.741754065802124,-3.5053315133308374,-2.5875809085088752,-2.2960323809361842,0.6780060763746797,2.6857869087032906,1.0998407246784514,1.5859461840248392,-1.942588796972112
11
+ zs_raw_s13,HC1,HC,generated,1530,1,0.00065359477124183,0.43923739320125943,0.37962137109441557,0.05961602210684386,0.3540157300178311,0.3320245626334106,0.021991167384420474,0.7389878706117491,0.6808400574557145,0.05814781315603457,-0.04388777876951552,-0.06686199633934461,0.10820554454882553,1.4733331578726097,-4.364695552762922,-2.9460033297900576,-3.6543216113693293,-2.91873318562983,1.920814459602246,1.2735400199030023,0.6472744396992438,-2.249781959513269
12
+ zs_raw_s13,HC10,HC,generated,1139,2,0.001755926251097454,0.5089865936498303,0.4171324647786161,0.09185412887121425,0.3412857334448217,0.34481935724249624,-0.0035336237976745233,0.8812631517611457,0.7151796611059787,0.16608349065516692,-0.23054747091573577,-0.2429784858713751,0.3023094275960447,2.339115391232005,-3.357667780871657,-2.39627411764545,-2.0990882000614333,0.00608779132168339,2.1103293667434,1.2945024047880112,0.8158269619553891,-1.6892391731503051
13
+ zs_raw_s13,HC2,HC,generated,1120,0,0.0,,0.3668212425182562,,,0.3325462148820695,,,0.6677804887741409,,,,,,,,,,,1.1847988239770089,,
14
+ zs_raw_s13,HC3,HC,generated,779,2,0.0025673940949935813,0.36231794295218034,0.3684483089776205,-0.006130366025440148,0.14782919716511572,0.30731144316455933,-0.1594822459994436,0.558141390389121,0.6842724892495541,-0.12613109886043306,0.36847665395882806,-0.45772265847219207,0.13510454127610566,1.230388559936174,-4.254737183941061,-3.4528810335623725,-3.8356305331669285,-3.7046097975807752,1.564040604547961,1.284757640179185,0.279282964368776,-2.325899324520549
15
+ zs_raw_s13,HC4,HC,generated,1561,7,0.004484304932735426,0.5695814349723011,0.39353003693641514,0.17605139803588593,0.2943794918020936,0.322850840683844,-0.028471348881750402,0.8078761607380602,0.6894269778624997,0.1184491828755605,0.5662915571882141,-0.08828931005377587,0.4227496092056402,1.764127111494173,-1.6083607257774293,-1.7130569399509183,-1.2746716291345639,0.41491527502933384,2.412727796690831,1.248948824961615,1.163778971729216,-1.2806432761559996
16
+ zs_raw_s13,HC5,HC,generated,898,2,0.0022271714922048997,0.6232974568038088,0.4492068391896891,0.17409061761411965,0.28015062804325225,0.3388238304875388,-0.05867320244428653,0.8688409929056427,0.722845084583698,0.14599590832194465,0.6047506723694025,-0.5205670706661981,0.5279120575686093,2.4209791687815,-2.916714766036646,-2.884767200971671,-2.2197962975142937,-0.1864739938837147,2.1127078245720394,1.3699358084635302,0.7427720161085092,-1.7769700322266686
17
+ zs_raw_s13,HC6,HC,generated,367,1,0.0027247956403269754,0.22637471256330854,0.3481583700774523,-0.12178365751414377,0.37532474587512077,0.3045574475282393,0.07076729834688145,0.7921879409771687,0.6613245399283713,0.13086340104879746,-0.7591843555992723,0.07070166843783278,0.34046033235748463,0.4342919741750428,-4.81727365316758,-2.659974283945655,-3.290794506629638,-4.138807427025913,1.484392292379575,1.2013890112721402,0.2830032811074348,-2.061638462679349
18
+ zs_raw_s13,HC7,HC,generated,968,1,0.0010330578512396695,0.4598634604819747,0.37131230039933033,0.08855116008264435,0.25401448299993884,0.31947041455584385,-0.06545593155590501,0.741815575296329,0.6835828004607072,0.05823277483562184,-0.2097632975332858,-0.597404732712658,-0.23202119022209586,0.8892751644572774,-4.14529706799108,-3.2241848295462177,-3.396709525075449,-2.3965392058753223,1.9477317747252603,1.2753865982761692,0.6723451764490911,-2.0236770093126415
19
+ zs_raw_s13,HC8,HC,generated,1115,1,0.0008968609865470852,0.43443709414552384,0.38398019482466195,0.05045689932086189,0.24057785837694998,0.3017018226432875,-0.06112396426633751,0.8954577156751609,0.6705006258939002,0.2249570897812606,0.12885110018188234,-0.3410466960123225,0.7086411257032333,2.3172452251397964,-4.585429560961613,-3.354889258175275,-3.1717333586497403,-2.245761487562809,2.2099148987484956,1.2769916483825885,0.9329232503659071,-2.306247874774351
20
+ zs_raw_s13,HC9,HC,generated,551,2,0.003629764065335753,0.27970180508298303,0.324373013977498,-0.04467120889451498,0.21152767952799773,0.2918728289982937,-0.08034514947029597,0.5522342899333518,0.6290028106218702,-0.07676852068851847,-0.035621460556949515,-0.07587808629775412,0.1319348247221997,1.350810423763261,-4.341083850144637,-2.959559759918318,-3.6562024436037532,-3.172451237961565,1.7031002207647763,1.1074247796324217,0.5956754411323546,-2.1375029048842706